A Distributed Intelligent Intrusion Detection System based on Parallel Machine Learning and Big Data Analysis

被引：2

作者：

Louati, Faten ^{[1
,4
]}

Ktata, Farah Barika ^{[2
,4
]}

Ben Amor, Ikram Amous ^{[3
,4
]}

机构：

[1] Fac Econ & Management Sfax, Sfax, Tunisia

[2] Higher Inst Appl Sci & Technol Sousse, Sousse, Tunisia

[3] Natl Sch Elect & Telecommun Sfax, Sakiet Ezzit, Tunisia

[4] Multimedia InfoRmat Syst & Adv Comp Lab MIRACL, Sfax, Tunisia

来源：

PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON SENSOR NETWORKS (SENSORNETS) | 2021年

关键词：

Intrusion Detection; Big Data; Reinforcement Learning; Multi Agent System; MULTIAGENT SYSTEM; INTERNET; THINGS;

D O I：

10.5220/0010886300003118

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Networking security continue to be a serious challenge for all domains because of the increasing number of attacks launched every day due to the advent of connected devices and the emergence of the Internet. Hence, Intrusion detection system comes into focus, especially with the inception of big data challenges. In this paper, we propose a distributed and parallel intrusion detection system suitable for big data environments using machine learning-based multi agent system and big data analysis.

引用

页码：152 / 157

页数：6

共 50 条

[1] Machine Learning-Based Intrusion Detection System for Big Data Analytics in VANET
Zang, Mingyuan
Yan, Ying
2021 IEEE 93RD VEHICULAR TECHNOLOGY CONFERENCE (VTC2021-SPRING), 2021,
[2] Big data analysis and distributed deep learning for next-generation intrusion detection system optimization
Khloud Al Jallad
Mohamad Aljnidi
Mohammad Said Desouki
Journal of Big Data, 6
[3] Big data analysis and distributed deep learning for next-generation intrusion detection system optimization
Al Jallad, Khloud
Aljnidi, Mohamad
Desouki, Mohammad Said
JOURNAL OF BIG DATA, 2019, 6 (01)
[4] The analysis of aerobics intelligent fitness system for neurorobotics based on big data and machine learning
Liu, Yuanxin
Cao, Shufang
HELIYON, 2024, 10 (12)
[5] Applying Big Data Based Deep Learning System to Intrusion Detection
Zhong, Wei
Yu, Ning
Ai, Chunyu
BIG DATA MINING AND ANALYTICS, 2020, 3 (03): : 181 - 195
[6] Applying Big Data Based Deep Learning System to Intrusion Detection
Wei Zhong
Ning Yu
Chunyu Ai
Big Data Mining and Analytics, 2020, 3 (03) : 181 - 195
[7] A Survey of Distributed and Parallel Extreme Learning Machine for Big Data
Wang, Zhiqiong
Sui, Ling
Xin, Junchang
Qu, Luxuan
Yao, Yudong
IEEE ACCESS, 2020, 8 : 201247 - 201258
[8] Intelligent intrusion detection based on fuzzy Big Data classification
Farah Jemili
Cluster Computing, 2023, 26 : 3719 - 3736
[9] Intelligent intrusion detection based on fuzzy Big Data classification
Jemili, Farah
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2023, 26 (06): : 3719 - 3736
[10] Machine Learning-Based Intrusion Detection System For Healthcare Data
Balyan, Amit Kumar
Ahuja, Sachin
Sharma, Sanjeev Kumar
Lilhore, Umesh Kumar
PROCEEDINGS OF 3RD IEEE CONFERENCE ON VLSI DEVICE, CIRCUIT AND SYSTEM (IEEE VLSI DCS 2022), 2022, : 290 - 294

← 1 2 3 4 5 →